{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import torch\n",
    "import argparse\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "sys.path.append('../') # add relative path\n",
    "\n",
    "from module.sttr import STTR\n",
    "from dataset.preprocess import normalization, compute_left_occ_region\n",
    "from utilities.misc import NestedTensor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define STTR model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Default parameters\n",
    "args = type('', (), {})() # create empty args\n",
    "args.channel_dim = 128\n",
    "args.position_encoding='sine1d_rel'\n",
    "args.num_attn_layers=6\n",
    "args.nheads=8\n",
    "args.regression_head='ot'\n",
    "args.context_adjustment_layer='cal'\n",
    "args.cal_num_blocks=8\n",
    "args.cal_feat_dim=16\n",
    "args.cal_expansion_ratio=4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = STTR(args).cuda().eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pre-trained model successfully loaded.\n"
     ]
    }
   ],
   "source": [
    "# Load the pretrained model\n",
    "model_file_name = \"../kitti_finetuned_model.pth.tar\"\n",
    "checkpoint = torch.load(model_file_name)\n",
    "pretrained_dict = checkpoint['state_dict']\n",
    "model.load_state_dict(pretrained_dict)\n",
    "print(\"Pre-trained model successfully loaded.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "left = np.array(Image.open('../sample_data/KITTI_2015/training/image_2/000046_10.png'))\n",
    "right = np.array(Image.open('../sample_data/KITTI_2015/training/image_3/000046_10.png'))\n",
    "disp = np.array(Image.open('../sample_data/KITTI_2015/training/disp_occ_0/000046_10.png')).astype(np.float) / 256."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe5f01cc898>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize image\n",
    "plt.figure(1)\n",
    "plt.imshow(left)\n",
    "plt.figure(2)\n",
    "plt.imshow(right)\n",
    "plt.figure(3)\n",
    "plt.imshow(disp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preprocess data for STTR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalize\n",
    "input_data = {'left': left, 'right':right, 'disp':disp}\n",
    "input_data = normalization(**input_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# donwsample attention by stride of 3\n",
    "h, w, _ = left.shape\n",
    "bs = 1\n",
    "\n",
    "downsample = 3\n",
    "col_offset = int(downsample / 2)\n",
    "row_offset = int(downsample / 2)\n",
    "sampled_cols = torch.arange(col_offset, w, downsample)[None,].expand(bs, -1).cuda()\n",
    "sampled_rows = torch.arange(row_offset, h, downsample)[None,].expand(bs, -1).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build NestedTensor\n",
    "input_data = NestedTensor(input_data['left'].cuda()[None,],input_data['right'].cuda()[None,], sampled_cols=sampled_cols, sampled_rows=sampled_rows)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "output = model(input_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set disparity of occ area to 0\n",
    "disp_pred = output['disp_pred'].data.cpu().numpy()[0]\n",
    "occ_pred = output['occ_pred'].data.cpu().numpy()[0] > 0.5\n",
    "disp_pred[occ_pred] = 0.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe5f009b2b0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize predicted disparity and occlusion map\n",
    "plt.figure(4)\n",
    "plt.imshow(disp_pred)\n",
    "plt.figure(5)\n",
    "plt.imshow(occ_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe5f004f3c8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# manually compute occluded region\n",
    "occ_mask = compute_left_occ_region(w, disp)\n",
    "\n",
    "# visualize the known occluded region\n",
    "plt.figure(6)\n",
    "plt.imshow(occ_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 px error 0.204%\n",
      "EPE 0.275364\n"
     ]
    }
   ],
   "source": [
    "# compute difference in non-occluded region only\n",
    "diff = disp - disp_pred\n",
    "diff[occ_mask] = 0.0 # set occ area to be 0.0\n",
    "\n",
    "# Note: code for computing the metrics can be found in module/loss.py\n",
    "valid_mask = np.logical_and(disp > 0.0, ~occ_mask)\n",
    "\n",
    "# find 3 px error\n",
    "err_px = (diff > 3).sum()\n",
    "total_px = (valid_mask).sum()\n",
    "print('3 px error %.3f%%'%(err_px*100.0/total_px))\n",
    "\n",
    "# find epe\n",
    "err = np.abs(diff[valid_mask]).sum()\n",
    "print('EPE %f'%(err * 1.0/ total_px))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
